AI system
- System
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AI-based elephant early warning system (24 hybrid thermal cameras on 12 towers, Elephant Control and Command Center, Puthupathi)
- Model
-
Not assessed
- Release
-
Not assessed
- Provider
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Not assessed
- Role
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Not assessed
- Configuration
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Not assessed
- Inputs and outputs
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Not assessed
- Autonomy
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Not assessed
- Workflow
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Thermal cameras covering a known elephant crossing corridor. 24-hour staffed control room that relays alerts to station masters and loco pilots. Field staff able to move elephants away from the track. Railway agreement to slow or stop trains on alert.
- Human oversight
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Not assessed
- Relation to AI
-
AI classification of thermal-camera feeds generated the alerts that triggered staff intervention and train slow-downs. The figures (alerts, stops, crossings, zero deaths) are the department's own statements as reproduced verbatim in news reports. No official document is among the sources. No per-event counterfactual is established.
- AI contribution
-
AI classification of thermal-camera feeds generated the alerts that triggered staff intervention and train slow-downs. The figures (alerts, stops, crossings, zero deaths) are the department's own statements as reproduced verbatim in news reports. No official document is among the sources. No per-event counterfactual is established.
Benefits
- Outcome identifiers
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Not assessed
- Benefit
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about 9,481 safe elephant crossings and no elephant deaths on the stretch
- Category
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Increased Product Safety
- Status
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Not assessed
- Beneficiary groups
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People. Organizations. Society.
- Beneficiaries
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Not assessed
- Reach
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Not assessed
- Distribution and access
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Not assessed
- Duration
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Not assessed
- Expected?
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Yes
- Costs and harms
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Not assessed
Measurement
- Studies
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Not assessed
- Study design
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Not assessed
- Measurement
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Not assessed
- Setting and sample
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Not assessed
- Measures
-
about 9,481 safe elephant crossings and no elephant deaths on the stretch
- Comparison
-
the same 7.05 km Madukkarai railway stretch before the cameras (2008 to 2022)
- Results
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Reference: Eleven wild elephants were killed on railway tracks in Madukkarai stretch from 2008 to 2022. Result: no elephant deaths on the railway tracks in the last 22 months (as of 21 December 2025).
- Additional value from AI
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Not assessed
- Limitations
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Not assessed
- Denominators
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Not assessed
- Materials for replication
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Not assessed
Money
- Kind of value
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Not assessed
- Amount
-
Not assessed
- Currency and prices
-
Not assessed
- Period and unit
-
Not assessed
- Realization
-
Not assessed
- Recipients and payers
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Not assessed
- Gross or net
-
Not assessed
- Included costs
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Not assessed
- Comparison
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Not assessed
- Method
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Not assessed
- Return and payback
-
Not assessed
People and places
- Participants
-
Operator: Tamil Nadu Forest Department (Department of Environment, Climate Change and Forests), with railway station masters at Walayar and Ettimadai and loco pilots.
- Jurisdictions
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Benefit: Madukkarai, Coimbatore district,
India. Operator: India. - Ownership and control
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Not assessed
- Dependencies
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Not assessed
- Cross-border connections
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Not assessed
- Geopolitical implications
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Not assessed
Follow-up
- Conditions for replication
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Camera coverage of the full vulnerable section. Low false-alert rate so crews keep responding. Communication chain (intercom, walkie-talkie, WhatsApp) functioning at night. Elephant movement continuing to cross at monitored points.
- Replication attempts
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3 follow-up entries. Benefit recurred: 3.
- Later findings
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8 July 2026. At two and a half years the department reported about 9,481 safe crossings and still no elephant deaths on the stretch, and had added AI-powered drones to extend surveillance beyond the fixed cameras.
- Availability
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Not assessed
- Institutional decision
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Not assessed
- Grounds
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Not assessed
- Action and result
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Not assessed
- Success criterion
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Not assessed
Evidence
- Source numbers
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AIBD-0101-source-0001–0005
- Citations
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Numbered references below.
- Language
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Not assessed
- Source relationships
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Independent
- Original evidence
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Not assessed
- Access and versions
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Not assessed
- Supported findings
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Not assessed
- Evidence links
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Not assessed
- Evidence strength
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Not assessed
- Missing evidence
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Not assessed
Grades
- Assessed benefits
-
People. Organizations. Society.
- Depth
-
People: Not assessed. Organizations: 2. Society: 3.
- Reasons
-
People: The reports count train stops and crossings, not injuries avoided by crews or passengers. Organizations: The Forest Department reports zero elephant deaths on a stretch that recorded eleven deaths from 2008 to 2022, including three in November 2021. Society: Reported 9,481 safe crossings and no track deaths for wild elephants on a stretch that recorded eleven deaths from 2008 to 2022. The number of deaths that would otherwise have occurred remains unknown.
- Observed or intended
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Not assessed
- Rubric
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Not assessed
- Assessor and date
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Not assessed
- Alternative assessments
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Not assessed
- Fill
-
Independently reported
Entry details
- Kind
-
Not assessed
- Related entries
-
AI wildlife-reserve cameras failed to detect intruders and four rhinos were killed; Madukkarai's thermal cameras are the same detection-to-alert design protecting elephants.
- Field
-
Conservation and biodiversity. Wildlife protection / railway operations.
- Purpose
-
Detect elephants near railway tracks with thermal cameras and AI, alert forest staff and railway crews, and prevent train-elephant collisions.
- Dates
-
Date basis unassessed: 2024 (precision unassessed). Updated: 21 October 2026.
- Stage
-
Not assessed
- Version
-
SHA-256: 457b98c55b5e…
References
- Other identifiers
-
AI Incident Database: 219.
- Category mappings
-
Not assessed
- Brief
-
Not assessed
- Revisions
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8 revisions. Latest: 21 October 2026.
Sources
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News report Independent author
The New Indian Express (2026). AI camera system along railway tracks ends jumbo deaths in Madukkarai forest range.
has generated more than 7,116 real-time alerts regarding animal movement, leading to 3,281 instances of loco pilots stopping or slowing down trains
-
News report Independent author
The New Indian Express (2025). No elephant deaths on railway tracks in Madukkarai stretch in 22 months.
Two dozen 360-degree-wide hybrid thermal cameras have been functioning since February 9, 2024 for a 7.05-kilometre distance
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News report Independent author
India Today (2025). Tamil Nadu Forest Department shares video showing how AI ensures safety of elephants.
In Madukkarai, the AI-powered early warning system has ensured zero elephant deaths on rail tracks since Nov 2023.
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News report Independent author
DT Next (2026). AI powered elephant alert system enables 9,481 safe crossings, records zero train track deaths.
resulting in 3,821 instances where trains were slowed down or halted to allow elephants to cross tracks safely
-
News report Independent author
The Hindu (2024). Trial run of AI-based early warning system near Coimbatore proves promising as field staff save elephants.
Their intervention based on the early warning has already prevented several elephants from walking along the tracks or crossing them before train movement.